{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 相关系数法影像匹配"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 流程图"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![影响匹配流程图](https://img.imgdb.cn/item/605569ef524f85ce29996ed9.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 相关系数的计算\n",
    "$$\\rho=\\frac{S_{gg'}-S_g \\cdot S_{g'}/N}{\\sqrt{(S_{gg}-S_g^2/N)(S_{g'g'}S^2_{g'}/N)}}$$\n",
    "\n",
    "$S_g$ 是模板图像的每个像素的灰度值之和\n",
    "$S_{g'}$是窗口图像的每个像素的灰度值之和\n",
    "\n",
    "$S_{gg}$是模板图像与自身的每个像素的点积之和\n",
    "\n",
    "$S_{g'g'}$是窗口图像与自身的每个像素的点积之和\n",
    "\n",
    "$S_{gg'}$是模板图像与窗口图像的每个像素的点积之和\n",
    "\n",
    "假设模板图像$g$为$\\begin{pmatrix}1 & 2 & 3\\\\\\ 4 & 5 & 6\\\\\\ 7 & 8 & 9 \\end{pmatrix}$，某个窗口图像$g'$为$\\begin{pmatrix}1 & 8 & 5\\\\\\ 7 & 4 & 2\\\\\\ 3 & 1 & 6 \\end{pmatrix}$\n",
    "则\n",
    "\n",
    "$S_g=1+2+3+4+5+6+7+8+9=45$\n",
    "\n",
    "$S_{g'}=1+8+5+7+4+2+3+1+6=37$\n",
    "\n",
    "$S_{gg}=1\\times 1+8\\times 8+5\\times 5+7\\times 7+4\\times 4+2\\times 2+3\\times 3+1\\times 1+6\\times 6=175$\n",
    "\n",
    "$S_{g'g'}=1\\times 1+2\\times 2+3\\times 3+4\\times 4+5\\times 5+6\\times 6+7\\times 7+8\\times 8+9\\times 9=285$\n",
    "\n",
    "$S_{gg'}=1\\times 1+2\\times 8+3\\times 5+4\\times 7+5\\times 4+6\\times 2+7\\times 3+8\\times 1+9\\times 6=175$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "def get_correlation(match_window_image, template_image):\n",
    "    sggp = np.sum(np.multiply(match_window_image, template_image))\n",
    "    sgg = np.sum(np.multiply(template_image, template_image))\n",
    "    sgpgp = np.sum(np.multiply(match_window_image, match_window_image))\n",
    "    sg = np.sum(template_image)\n",
    "    sgp = np.sum(match_window_image)\n",
    "    n = template_image.size\n",
    "    a = sggp - sg * sgp / n\n",
    "    b = sgg - sg * sg / n\n",
    "    c = sgpgp - sgp * sgp / n\n",
    "    p = a / np.sqrt(b * c)\n",
    "    return p"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "## 计算模板图像与匹配图像上每个窗口之间的相关系数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "def do_match_image(match_image, template_image, search_area=None):\n",
    "    \"\"\"\n",
    "    在搜索区域中进行逐窗口的相关系数计算\n",
    "    @ matchImage: 大图,在这张图上进行匹配\n",
    "    @ templateImage: 小图,模板图像\n",
    "    @ searchArea: 搜索区域,默认是全图\n",
    "    @ return：匹配位置的左上角坐标\n",
    "    \"\"\"\n",
    "    # 如果未指定搜索区域，则搜索区域为待匹配影像全图\n",
    "    if search_area is None:\n",
    "        search_area = (0, 0, match_image.shape[1], match_image.shape[0])\n",
    "    # 搜索区域大小\n",
    "    search_area_width = search_area[2]\n",
    "    search_area_height = search_area[3]\n",
    "    # 模板大小\n",
    "    template_image_height = template_image.shape[0]\n",
    "    template_image_width = template_image.shape[1]\n",
    "    # 遍历搜索区域，计算每个窗口与模板图像的相关系数\n",
    "    correlations = []  # 每个窗口与模板图像的相关系数都存在这个数组中\n",
    "    for y in range(search_area_height - template_image_height + 1):\n",
    "        for x in range(search_area_width - template_image_width + 1):\n",
    "            left_up_x = search_area[0] + x\n",
    "            left_up_y = search_area[1] + y\n",
    "            match_window_image = match_image[left_up_y:left_up_y + template_image_height,\n",
    "                                             left_up_x:left_up_x + template_image_width]\n",
    "            correlations.append(get_correlation(\n",
    "                match_window_image, template_image))\n",
    "\n",
    "    # 由相关系数最大值的位置计算匹配位置的左上角坐标\n",
    "    max_location = np.argmax(correlations)\n",
    "    matched_up_left_x = search_area[0] + \\\n",
    "        max_location % (search_area_width - template_image_width + 1)\n",
    "    matched_up_left_y = search_area[1] + max_location / \\\n",
    "        (search_area_width - template_image_width + 1)\n",
    "    matched_up_left = (int(matched_up_left_x), int(matched_up_left_y))\n",
    "    # 返回坐标\n",
    "    return matched_up_left"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "在`do_match_image`中我们传入了三个参数，分别是待匹配的大图`match_image`、模板图像`template_image`和搜索区域`search_area`.\n",
    "\n",
    "其中待匹配图像需要是单波段的灰度图像，这个可以在传入之前用opencv的`cvtColor`进行转换。\n",
    "模板图像也是单波段的灰度图像，处理方式同待匹配图像。\n",
    "搜索区域如果未指定（即为默认值None），则认为是在`match_image`全图中进行主窗口匹配\n",
    "\n",
    "> opencv中的矩形`rectangle`有两种定义方式，一种是指定左上角点与右下角点的坐标，另一种方式是指定左上角点坐标与宽度和长度，本程序采用第二种。\n",
    "\n",
    "两个嵌套的`for`实现的是从匹配图像上，依据模板图像的大小，按照行的方向裁取窗口图像，并将其与模板图像进行相关系数的计算，并将计算得到的相关系数存入一个数组。\n",
    "窗口滑动的动画演示过程如下：\n",
    "\n",
    "![动画演示](https://img.imgdb.cn/item/60613efc8322e6675c75060b.gif)\n",
    "\n",
    "> 需要注意的是，绿色框内（不包括绿色框）是窗口图像，绿色框是窗口图像最外层像素的外层一个像素\n",
    "\n",
    "第三部分是是根据相对系数数组，找到最大值索引，由该索引计算匹配位置的左上角坐标。\n",
    "1. 由`np.argmax`获取到最大值的索引。\n",
    "2. 再将该最大值索引对搜索区域宽度与模板宽度之差求商，得到相对于y方向的坐标增量，由于索引是从0开始，宽度是从1开始计算的，所以要加一。\n",
    "3. 对坐标值取整（实际是整数，小数位为0），返回坐标值"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "## 从读图像开始实践\n",
    "### 读图与预处理"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "import cv2 as cv\n",
    "match_image_origin = cv.imread(\"../Assets/airport.bmp\")\n",
    "template_image_origin = cv.imread(\"../Assets/template.bmp\")\n",
    "\n",
    "match_image_gary = cv.cvtColor(match_image_origin, cv.COLOR_BGR2GRAY).astype('float32')\n",
    "template_image_gary = cv.cvtColor(template_image_origin, cv.COLOR_BGR2GRAY).astype('float32')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "### 设置标记出搜索区域（可选）"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x1f8f3a1c7f0>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "# 设置搜索区域,左上角点为（250，130），宽为80，高为100\n",
    "searchArea = (250, 230, 80, 100)\n",
    "# 画出搜索区域边界,注意边界的位置。\n",
    "searchAreaBoundary = (searchArea[0] - 1, searchArea[1] - 1, searchArea[2] + 2, searchArea[3] + 2)\n",
    "# 将原图复制一份，在复制品上画\n",
    "draw_image = match_image_origin.copy()\n",
    "cv.rectangle(draw_image, searchAreaBoundary, color=(255, 0, 0))\n",
    "# 用matplotlib画出，opencv不能在jupyter画出\n",
    "# matplotlib彩图编码是RGB,opencv是BGR，所以要先进行颜色转换\n",
    "plt.imshow(cv.cvtColor(draw_image, cv.COLOR_BGR2RGB))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 进行匹配操作"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "matched_location = do_match_image(match_image_gary, template_image_gary, searchArea)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 标记结果"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x1f8ff20ea00>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "template_height = template_image_origin.shape[0]\n",
    "template_width = template_image_origin.shape[1]\n",
    "\n",
    "mark_boundary=(matched_location[0]-1,matched_location[1]-1,template_height+2,template_height+2)\n",
    "cv.rectangle(draw_image,mark_boundary,color=(0,255,0))\n",
    "plt.imshow(cv.cvtColor(draw_image, cv.COLOR_BGR2RGB))"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
